Ilyas Ouhnine AI products · end to end

Three offers

A tagline doesn’t say what you’re buying. Here are the only three things I sell, with their price, their duration, and the question I’ll ask on the first call.

  1. 01

    From demo to production

    €14,000 – 22,000

    4 to 6 weeks

    Who it’s for

    You have an AI POC that works. Nobody dares put it in front of customers: no one knows what it would cost at scale, or what happens if one user sees another’s data.

    What I deliver

    • Real multi-tenant isolation — at the database and query level, not the interface — and a (feature, role) permission matrix.
    • Quotas, usage counters, ceilings and overrun alerts.
    • Cost-based model routing, and spend tracked per request and per customer.
    • An evaluation harness: an annotated set that belongs to you, a groundedness score, regression detection.
    • Guardrails: filtering of injection attempts hidden in documents, an audit log, redaction of sensitive data.
    • Long jobs on a queue, with resume and live progress.
    • Observability: traces, logs, alerts — and a two-week handover watch.

    The question I ask

    « What is your POC running on today, and who can break it? »

  2. 02

    The whole product

    €30,000 – 55,000

    2 to 4 months · or €6,500 – 8,000 per month on retainer

    Who it’s for

    A team that wants an AI product and has no engineering team to carry it. Today the alternative is an agency at three times the price, or three freelancers who don’t talk to each other.

    What I deliver

    • Data acquisition, including where there is no API: scraping, imports, connectors.
    • Processing: OCR, structured extraction, normalisation, consistency checks.
    • The database and data model, with isolation and permissions designed into the first migration.
    • The AI layer: retrieval, generation, evaluation, guardrails, cost control.
    • The interface your users actually work in, and the onboarding that goes with it.
    • Billing: plans, subscriptions, counters, invoices.
    • Production deployment, observability, and documentation so somebody else can take over.

    The question I ask

    « What has to exist in 90 days for this to be a success? »

  3. 03

    The document foundation

    €9,000 – 15,000

    3 to 4 weeks

    Who it’s for

    Your documents are heavy, scanned, multilingual and legally binding. You pointed an LLM at them and it answers beside the point, or without proof.

    What I deliver

    • Multi-format ingestion and page-by-page OCR routing — you only pay for OCR where it is needed.
    • Chunking by unit of meaning rather than by token window.
    • Hybrid lexical and vector retrieval, because neither alone is enough on a boilerplate corpus.
    • Verifiable citations: every value tied to the verbatim passage that produced it.
    • The annotated evaluation set, the sampling protocol and the scoring code — they belong to you.
    • The quality dashboard, so you can judge the system without me.

    The question I ask

    « How do you know today that an answer is correct? »

How it works

  1. 01

    Thirty minutes, free. You describe the situation, I tell you which offer it falls into — or that it isn’t for me. No sales deck.

  2. 02

    A written proposal within 48 hours. Scope, deliverables, a firm delivery date, a fixed price. Not a retainer in disguise.

  3. 03

    40 % on signature, the balance on delivery. Payment within 30 days. Intellectual property transfers to you on full payment.

  4. 04

    A weekly checkpoint, and repository access throughout. You watch the code move; you don’t wait for a final demo.

What I don’t do

No public procurement or tendering — that’s my own company’s field. No digital twins or industrial AI — that’s my employer’s. No engagement where nobody can tell me how we’ll know it worked. And no extra pair of hands inside an existing team: I take responsibility for a scope, not a slot in a schedule.

Projects from €12,000 · Day rate €600 · available now

Which of the three do you recognise?

If you’re hesitating between two, it’s usually the first. Thirty minutes is enough to settle it.